¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico
Descripción del Articulo
The use of product-moment correlation of Pearson is common in most studies in factor analysis in psychology, but it is known that this statistic is only applicable when the variables related are in interval scale and normally distributed, and when are used in ordinal data may to produce a distorted...
Autor: | |
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Formato: | artículo |
Fecha de Publicación: | 2014 |
Institución: | Universidad San Ignacio de Loyola |
Repositorio: | USIL-Institucional |
Lenguaje: | español |
OAI Identifier: | oai:repositorio.usil.edu.pe:usil/1463 |
Enlace del recurso: | https://repositorio.usil.edu.pe/handle/usil/1463 |
Nivel de acceso: | acceso abierto |
Materia: | Factor analysis Polychoric matrix Tetrachoric matrx Validity Análisis factorial Matrices tetracóricas Matrices policóricas Validez |
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dc.title.es_ES.fl_str_mv |
¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico |
title |
¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico |
spellingShingle |
¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico Domínguez Lara, Sergio Factor analysis Polychoric matrix Tetrachoric matrx Validity Análisis factorial Matrices tetracóricas Matrices policóricas Validez |
title_short |
¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico |
title_full |
¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico |
title_fullStr |
¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico |
title_full_unstemmed |
¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico |
title_sort |
¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológico |
author |
Domínguez Lara, Sergio |
author_facet |
Domínguez Lara, Sergio |
author_role |
author |
dc.contributor.author.fl_str_mv |
Domínguez Lara, Sergio |
dc.subject.en.fl_str_mv |
Factor analysis Polychoric matrix Tetrachoric matrx Validity |
topic |
Factor analysis Polychoric matrix Tetrachoric matrx Validity Análisis factorial Matrices tetracóricas Matrices policóricas Validez |
dc.subject.es_ES.fl_str_mv |
Análisis factorial Matrices tetracóricas Matrices policóricas Validez |
description |
The use of product-moment correlation of Pearson is common in most studies in factor analysis in psychology, but it is known that this statistic is only applicable when the variables related are in interval scale and normally distributed, and when are used in ordinal data may to produce a distorted correlation matrix . Thus is a suitable option using polychoric/tetrachoric matrices in item-level factor analysis when the items are in level measurement nominal or ordinal. The aim of this study was to show the differences in the KMO, Bartlett`s Test and Determinant of the Matrix, percentage of variance explained and factor loadings in depression trait scale of Depression Inventory Trait - State and the Neuroticism dimension of the short form of the Eysenck Personality Questionnaire -Revised, regarding the use of matrices polychoric/tetrachoric matrices and Pearson. These instruments was analyzed with different extraction methods (Maximum Likelihood, Minimum Rank Factor Analysis, Unweighted Least Squares and Principal Components), keeping constant the rotation method Promin were analyzed. Were observed differences regarding sample adequacy measures, as well as with respect to the explained variance and the factor loadings, for solutions having as polychoric/tetrachoric matrix. So it can be concluded that the polychoric / tetrachoric matrix give better results than Pearson matrices when it comes to item-level factor analysis using different methods. |
publishDate |
2014 |
dc.date.accessioned.none.fl_str_mv |
2015-06-17T15:52:49Z |
dc.date.available.none.fl_str_mv |
2015-06-17T15:52:49Z |
dc.date.issued.fl_str_mv |
2014 |
dc.type.es_ES.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
dc.identifier.uri.none.fl_str_mv |
https://repositorio.usil.edu.pe/handle/usil/1463 |
url |
https://repositorio.usil.edu.pe/handle/usil/1463 |
dc.language.iso.es_ES.fl_str_mv |
spa |
language |
spa |
dc.rights.es_ES.fl_str_mv |
info:eu-repo/semantics/openAccess |
dc.rights.uri.es_ES.fl_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ |
dc.format.es_ES.fl_str_mv |
application/pdf |
dc.publisher.es_ES.fl_str_mv |
Universidad San Ignacio de Loyola |
dc.source.es_ES.fl_str_mv |
Universidad San Ignacio de Loyola Repositorio Institucional - USIL |
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reponame:USIL-Institucional instname:Universidad San Ignacio de Loyola instacron:USIL |
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Universidad San Ignacio de Loyola |
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USIL-Institucional |
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Domínguez Lara, Sergio2015-06-17T15:52:49Z2015-06-17T15:52:49Z2014The use of product-moment correlation of Pearson is common in most studies in factor analysis in psychology, but it is known that this statistic is only applicable when the variables related are in interval scale and normally distributed, and when are used in ordinal data may to produce a distorted correlation matrix . Thus is a suitable option using polychoric/tetrachoric matrices in item-level factor analysis when the items are in level measurement nominal or ordinal. The aim of this study was to show the differences in the KMO, Bartlett`s Test and Determinant of the Matrix, percentage of variance explained and factor loadings in depression trait scale of Depression Inventory Trait - State and the Neuroticism dimension of the short form of the Eysenck Personality Questionnaire -Revised, regarding the use of matrices polychoric/tetrachoric matrices and Pearson. These instruments was analyzed with different extraction methods (Maximum Likelihood, Minimum Rank Factor Analysis, Unweighted Least Squares and Principal Components), keeping constant the rotation method Promin were analyzed. Were observed differences regarding sample adequacy measures, as well as with respect to the explained variance and the factor loadings, for solutions having as polychoric/tetrachoric matrix. So it can be concluded that the polychoric / tetrachoric matrix give better results than Pearson matrices when it comes to item-level factor analysis using different methods.application/pdfhttps://repositorio.usil.edu.pe/handle/usil/1463spaUniversidad San Ignacio de Loyolainfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-nd/4.0/Universidad San Ignacio de LoyolaRepositorio Institucional - USILreponame:USIL-Institucionalinstname:Universidad San Ignacio de Loyolainstacron:USILFactor analysisPolychoric matrixTetrachoric matrxValidityAnálisis factorialMatrices tetracóricasMatrices policóricasValidez¿Matrices policóricas / tetracóricas o matrices Pearson?: Un estudio metodológicoinfo:eu-repo/semantics/articleLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorio.usil.edu.pe/bitstreams/a2d8cf2b-08da-4b32-964a-eea1f25e6989/download8a4605be74aa9ea9d79846c1fba20a33MD52ORIGINAL2014_Dominguez_Matrices-Policoricas-Tetracoricas-o-Matrices-Pearson-Un-estudio-metodologico.pdf2014_Dominguez_Matrices-Policoricas-Tetracoricas-o-Matrices-Pearson-Un-estudio-metodologico.pdfapplication/pdf3656653https://repositorio.usil.edu.pe/bitstreams/a36d035b-4984-4b04-9d63-391d4c4ebfd2/download49f055f1165fc578c37d9eabd343af70MD53TEXT2014_Dominguez_Matrices-Policoricas-Tetracoricas-o-Matrices-Pearson-Un-estudio-metodologico.pdf.txt2014_Dominguez_Matrices-Policoricas-Tetracoricas-o-Matrices-Pearson-Un-estudio-metodologico.pdf.txtExtracted texttext/plain98https://repositorio.usil.edu.pe/bitstreams/b975ae5f-6a41-4269-b592-831807ae2424/downloadceedea459c65b4fc6d89f9a960d9b8a5MD54THUMBNAIL2014_Dominguez_Matrices-Policoricas-Tetracoricas-o-Matrices-Pearson-Un-estudio-metodologico.pdf.jpg2014_Dominguez_Matrices-Policoricas-Tetracoricas-o-Matrices-Pearson-Un-estudio-metodologico.pdf.jpgGenerated Thumbnailimage/jpeg13693https://repositorio.usil.edu.pe/bitstreams/fcfc7ea1-04de-46f9-bec5-cddd71b0a0ee/downloadcada1cc31caafa81721fd8014c15a3f6MD55usil/1463oai:repositorio.usil.edu.pe:usil/14632022-01-31 17:08:03.835http://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccesshttps://repositorio.usil.edu.peRepositorio institucional de la Universidad San Ignacio de Loyolabdigital@metabiblioteca.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 |
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